Everyday, millions of new conversations and articles are posted online. This digital cacophony contains a huge amount of untapped insight into underlying trends that shape public attitudes and culture. Currently, there is a disconnect between the latest scientific research in natural language processing (NLP) - the science behind generating automated meaning from large amounts of text - and the methods organisations are using to analyse online media conversations.